Guido de Carvalho

Guido F.M.G. de Carvalho

Ph.D. Candidate in Computational Modeling & Information and Communication Technologies

Physics-Informed Neural Networks Inverse Problems Environmental Modeling Optimization Algorithms

About Me

Dual Ph.D. candidate at Universidad de Granada and Rio de Janeiro State University in Computational Modeling and Information Technologies. Specializing in machine learning applications for environmental inverse problems and pollutant transport modeling.

5+
Research Projects
8+
Publications

Technical Expertise

  • Programming:
    Python MATLAB SQL
  • ML Frameworks:
    PyTorch TensorFlow
  • Data Science:
    Pandas NumPy SciPy
  • Visualization:
    Matplotlib Seaborn

Education & Research

Ph.D.

2021-2025

Computational Modeling (UERJ) & ICT (UGR)
Thesis: Physics-Informed ML for Pollutant Transport Modeling

Mechanical Engineering

2013-2019

Rio de Janeiro State University
Focus: Heat Transfer & Transport Phenomena

Selected Publications

2023

Optimizing Contaminant Source Identification with MLP Neural Network

Carvalho et al.

HAIS 23 Special Issue of the Logic Journal of the IGPL

Latest Posts

AI Research March 2024

Physics-Informed Neural Networks in Environmental Modeling

Exploring the intersection of traditional PDEs and modern machine learning approaches...

Read More

Get in Touch

Location

Nova Friburgo, RJ | Brazil